ArticleJMIR mHealth and uHealth2025
An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study.
Article in JMIR mHealth and uHealth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Multidimensional Digital Literacy and Quality of Life Among Informal Care Dyads in Malaysia: Cross-Sectional Survey.JMIR aging · 2026Article
- Article
- "Living with heart failure" -patients' and nurses' experience using an online support program via a national e-health platform - a feasibility study.BMC nursing · 2026Article
- Factors influencing self-care among older patients with heart failure and spouses in China: a mixed methods study.Frontiers in public health · 2026Article
- Dyadic Health Literacy and Its Association with Care Collaboration and Satisfaction in Heart Failure Patient-Caregiver Dyads: A Cross-Sectional Study.Journal of multidisciplinary healthcare · 2026Article
- Dyadic Mental Health in Paediatric Congenital Heart Disease: Actor-Partner Associations Between Child HRQoL/Depression and Caregiver Stress Across Lesion Severity.Healthcare (Basel, Switzerland) · 2025Article
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9 authors.
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Abstract
Background: Chronic heart failure (CHF) has become a serious threat to the health of the global population. Self-management is the key to treating CHF, and the emergence of mobile health (mHealth) has provided new ideas for the self-management of CHF. Despite the many potential benefits of mHealth, public utilization of mHealth apps is low, and poor health literacy (HL) is a key barrier to mHealth use. However, the mechanism of the influence is unclear. Objective: The aim of this study is to explore the dyadic associations between HL and mHealth usage intentions in dyads of patients with CHF and their caregivers, and the mediating role of mHealth perceived usefulness and perceived ease of use in these associations. Methods: This study had a cross-sectional research design, with a sample of 312 dyads of patients with CHF who had been hospitalized in the cardiology departments of 2 tertiary care hospitals in China from March to October 2023 and their caregivers. A general information questionnaire, the Chinese version of the Heart Failure-Specific Health Literacy Scale, and the mHealth Intention to Use Scale were used to conduct the survey; the data were analyzed using the actor-partner interdependence mediation model. Results: The results of the actor-partner interdependent mediation analysis of HL, perceived usefulness of mHealth, and mHealth use intention among patients with CHF and their caregivers showed that all of the model's actor effects were valid (β=.26-0.45; P<.001), the partner effects were partially valid (β=.08-0.20; P<.05), and the mediation effects were valid (β=.002-0.242, 95% CI 0.003-0.321; P<.05). Actor-partner interdependent mediation analyses of HL, perceived ease of use of mHealth, and mHealth use intention among patients with CHF and caregivers showed that the model's actor effect partially held (β=.17-0.71; P<.01), the partner effect partially held (β=.15; P<.01), and the mediation effect partially held (β=.355-0.584, 95% CI 0.234-0.764; P<.001). Conclusions: Our study proposes that the HL of patients with CHF and their caregivers positively contributes to their own intention to use mHealth, suggesting that the use of mHealth by patients with CHF can be promoted by improving the HL of patients and caregivers. Our findings also suggest that the perceived usefulness of patients with CHF and caregivers affects patients' mHealth use intention, and therefore patients with CHF and their caregivers should be involved throughout the mHealth development process to improve the usability of mHealth for both patients and caregivers. This study emphasizes the key role of patients' perception that mHealth is easy to use in facilitating their use of mHealth. Therefore, it is recommended that the development of mHealth should focus on simplifying operational procedures and providing relevant operational training according to the needs of the patients when necessary.
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